Overview
Brought to you by YData
Dataset statistics
| Number of variables | 35 |
|---|---|
| Number of observations | 4063 |
| Missing cells | 54831 |
| Missing cells (%) | 38.6% |
| Duplicate rows | 330 |
| Duplicate rows (%) | 8.1% |
| Total size in memory | 1.2 MiB |
| Average record size in memory | 320.5 B |
Variable types
| Categorical | 29 |
|---|---|
| Numeric | 5 |
| Unsupported | 1 |
solar_energy_used_for_agricultural_systems has constant value "5.0" | Constant |
solar_energy_used_for_all_above has constant value "6.0" | Constant |
biogas_used_for_cooking has constant value "2" | Constant |
| Dataset has 330 (8.1%) duplicate rows | Duplicates |
aware_of_no_of_units_generated_by_solar_system is highly overall correlated with coconut_shells_or_charcoal_used_for_cooking and 3 other fields | High correlation |
boil_water_before_drinking is highly overall correlated with source_of_energy_for_boiling_drinking_water | High correlation |
coconut_shells_or_charcoal_used_for_cooking is highly overall correlated with aware_of_no_of_units_generated_by_solar_system and 11 other fields | High correlation |
does_water_heating_equipment_serve_other_housing_units is highly overall correlated with coconut_shells_or_charcoal_used_for_cooking and 4 other fields | High correlation |
firewood_used_for_cooking is highly overall correlated with solar_energy_used_for_car_charging and 1 other fields | High correlation |
gas_used_for_cooking is highly overall correlated with solar_energy_used_for_car_charging and 3 other fields | High correlation |
generate_electicity_using_bio_energy is highly overall correlated with solar_energy_used_for_car_charging and 3 other fields | High correlation |
generate_electicity_using_mini_hydropower is highly overall correlated with no_of_units_generated_by_solar_system and 4 other fields | High correlation |
generate_electicity_using_other_methods is highly overall correlated with solar_energy_used_for_car_charging and 3 other fields | High correlation |
generate_electicity_using_solar_energy is highly overall correlated with aware_of_no_of_units_generated_by_solar_system and 9 other fields | High correlation |
generate_electicity_using_wind_power is highly overall correlated with no_of_units_generated_by_solar_system and 4 other fields | High correlation |
have_backup_generator is highly overall correlated with solar_energy_used_for_car_charging | High correlation |
household_members_used_hot_water_last_week is highly overall correlated with coconut_shells_or_charcoal_used_for_cooking and 2 other fields | High correlation |
kerosene_used_for_cooking is highly overall correlated with solar_energy_used_for_car_charging and 3 other fields | High correlation |
method_of_receiving_water is highly overall correlated with solar_energy_used_for_car_charging and 2 other fields | High correlation |
no_of_times_food_cooked_last_week is highly overall correlated with solar_energy_used_for_car_charging | High correlation |
no_of_units_generated_by_solar_system is highly overall correlated with aware_of_no_of_units_generated_by_solar_system and 7 other fields | High correlation |
other_methods_used_for_cooking is highly overall correlated with solar_energy_used_for_car_charging and 2 other fields | High correlation |
sawdust_or_paddy_husk_used_for_cooking is highly overall correlated with aware_of_no_of_units_generated_by_solar_system and 10 other fields | High correlation |
solar_energy_used_for_car_charging is highly overall correlated with coconut_shells_or_charcoal_used_for_cooking and 23 other fields | High correlation |
solar_energy_used_for_cooking is highly overall correlated with coconut_shells_or_charcoal_used_for_cooking and 17 other fields | High correlation |
solar_energy_used_for_outdoor_lighting is highly overall correlated with coconut_shells_or_charcoal_used_for_cooking and 17 other fields | High correlation |
solar_energy_used_for_water_heating is highly overall correlated with coconut_shells_or_charcoal_used_for_cooking and 11 other fields | High correlation |
solar_system_invertor_or_noninvertor is highly overall correlated with coconut_shells_or_charcoal_used_for_cooking and 3 other fields | High correlation |
solar_system_ongrid_or_offgird is highly overall correlated with coconut_shells_or_charcoal_used_for_cooking and 6 other fields | High correlation |
source_of_energy_for_boiling_drinking_water is highly overall correlated with boil_water_before_drinking and 5 other fields | High correlation |
water_heating_method_for_bathing is highly overall correlated with generate_electicity_using_solar_energy and 3 other fields | High correlation |
when_was_solar_system_installed is highly overall correlated with coconut_shells_or_charcoal_used_for_cooking and 2 other fields | High correlation |
have_backup_generator is highly imbalanced (81.7%) | Imbalance |
generate_electicity_using_solar_energy is highly imbalanced (53.2%) | Imbalance |
generate_electicity_using_bio_energy is highly imbalanced (95.1%) | Imbalance |
generate_electicity_using_mini_hydropower is highly imbalanced (97.9%) | Imbalance |
generate_electicity_using_wind_power is highly imbalanced (97.5%) | Imbalance |
generate_electicity_using_other_methods is highly imbalanced (96.5%) | Imbalance |
have_system_to_store_backup_energy is highly imbalanced (61.6%) | Imbalance |
does_water_heating_equipment_serve_other_housing_units is highly imbalanced (57.0%) | Imbalance |
electricity_generated_using_solar_energy_used_for_cooking is highly imbalanced (90.9%) | Imbalance |
kerosene_used_for_cooking is highly imbalanced (89.1%) | Imbalance |
sawdust_or_paddy_husk_used_for_cooking is highly imbalanced (97.9%) | Imbalance |
coconut_shells_or_charcoal_used_for_cooking is highly imbalanced (99.7%) | Imbalance |
other_methods_used_for_cooking is highly imbalanced (90.0%) | Imbalance |
solar_system_ongrid_or_offgird has 3658 (90.0%) missing values | Missing |
solar_system_invertor_or_noninvertor has 3658 (90.0%) missing values | Missing |
solar_energy_used_for_water_heating has 3988 (98.2%) missing values | Missing |
solar_energy_used_for_cooking has 4050 (99.7%) missing values | Missing |
solar_energy_used_for_outdoor_lighting has 4054 (99.8%) missing values | Missing |
solar_energy_used_for_car_charging has 4060 (99.9%) missing values | Missing |
solar_energy_used_for_agricultural_systems has 4062 (> 99.9%) missing values | Missing |
solar_energy_used_for_all_above has 4062 (> 99.9%) missing values | Missing |
solar_energy_used_for_other_purposes has 4063 (100.0%) missing values | Missing |
aware_of_no_of_units_generated_by_solar_system has 3658 (90.0%) missing values | Missing |
no_of_units_generated_by_solar_system has 3868 (95.2%) missing values | Missing |
when_was_solar_system_installed has 3658 (90.0%) missing values | Missing |
does_water_heating_equipment_serve_other_housing_units has 3302 (81.3%) missing values | Missing |
household_members_used_hot_water_last_week has 2457 (60.5%) missing values | Missing |
source_of_energy_for_boiling_drinking_water has 2233 (55.0%) missing values | Missing |
solar_energy_used_for_other_purposes is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
water_heating_method_for_bathing has 507 (12.5%) zeros | Zeros |
Reproduction
| Analysis started | 2024-11-18 09:00:14.109290 |
|---|---|
| Analysis finished | 2024-11-18 09:00:19.338282 |
| Duration | 5.23 seconds |
| Software version | ydata-profiling vv4.11.0 |
| Download configuration | config.json |
Variables
have_backup_generator
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 192.5 KiB |
| 2 | |
|---|---|
| 1 | 113 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 3950 | |
| 1 | 113 | 2.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 3950 | |
| 1 | 113 | 2.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 3950 | |
| 1 | 113 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 3950 | |
| 1 | 113 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 3950 | |
| 1 | 113 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 3950 | |
| 1 | 113 | 2.8% |
generate_electicity_using_solar_energy
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 63.5 KiB |
| 2 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 3658 | |
| 1 | 405 | 10.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 3658 | |
| 1 | 405 | 10.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 3658 | |
| 1 | 405 | 10.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 3658 | |
| 1 | 405 | 10.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 3658 | |
| 1 | 405 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 3658 | |
| 1 | 405 | 10.0% |
generate_electicity_using_bio_energy
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 192.5 KiB |
| 2 | |
|---|---|
| 1 | 22 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 4041 | |
| 1 | 22 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 4041 | |
| 1 | 22 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 4041 | |
| 1 | 22 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4041 | |
| 1 | 22 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4041 | |
| 1 | 22 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4041 | |
| 1 | 22 | 0.5% |
generate_electicity_using_mini_hydropower
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 192.5 KiB |
| 2 | |
|---|---|
| 1 | 8 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 4055 | |
| 1 | 8 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 4055 | |
| 1 | 8 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 4055 | |
| 1 | 8 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4055 | |
| 1 | 8 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4055 | |
| 1 | 8 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4055 | |
| 1 | 8 | 0.2% |
generate_electicity_using_wind_power
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 192.5 KiB |
| 2 | |
|---|---|
| 1 | 10 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 4053 | |
| 1 | 10 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 4053 | |
| 1 | 10 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 4053 | |
| 1 | 10 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4053 | |
| 1 | 10 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4053 | |
| 1 | 10 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4053 | |
| 1 | 10 | 0.2% |
generate_electicity_using_other_methods
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 192.5 KiB |
| 2 | |
|---|---|
| 1 | 15 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 4048 | |
| 1 | 15 | 0.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 4048 | |
| 1 | 15 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 4048 | |
| 1 | 15 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4048 | |
| 1 | 15 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4048 | |
| 1 | 15 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4048 | |
| 1 | 15 | 0.4% |
solar_system_ongrid_or_offgird
Categorical
High correlation Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 3658 |
| Missing (%) | 90.0% |
| Memory size | 192.5 KiB |
| 1.0 | |
|---|---|
| 2.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 2.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 330 | 8.1% |
| 2.0 | 75 | 1.8% |
| (Missing) | 3658 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 330 | |
| 2.0 | 75 | 18.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 405 | |
| 0 | 405 | |
| 1 | 330 | |
| 2 | 75 | 6.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1215 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 405 | |
| 0 | 405 | |
| 1 | 330 | |
| 2 | 75 | 6.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1215 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 405 | |
| 0 | 405 | |
| 1 | 330 | |
| 2 | 75 | 6.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1215 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 405 | |
| 0 | 405 | |
| 1 | 330 | |
| 2 | 75 | 6.2% |
solar_system_invertor_or_noninvertor
Categorical
High correlation Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 3658 |
| Missing (%) | 90.0% |
| Memory size | 192.5 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 308 | 7.6% |
| 0.0 | 97 | 2.4% |
| (Missing) | 3658 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 308 | |
| 0.0 | 97 | 24.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 502 | |
| . | 405 | |
| 1 | 308 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1215 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 502 | |
| . | 405 | |
| 1 | 308 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1215 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 502 | |
| . | 405 | |
| 1 | 308 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1215 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 502 | |
| . | 405 | |
| 1 | 308 |
solar_energy_used_for_water_heating
Real number (ℝ)
High correlation Missing
| Distinct | 6 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 3988 |
| Missing (%) | 98.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9066667 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 192.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.2005732 |
|---|---|
| Coefficient of variation (CV) | 0.75707794 |
| Kurtosis | -0.59971914 |
| Mean | 2.9066667 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.85650049 |
| Sum | 218 |
| Variance | 4.8425225 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 1 | 32 | 0.8% |
| 3 | 25 | 0.6% |
| 7 | 11 | 0.3% |
| 6 | 5 | 0.1% |
| 0 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| (Missing) | 3988 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 32 | |
| 3 | 25 | |
| 4 | 1 | < 0.1% |
| 6 | 5 | 0.1% |
| 7 | 11 | 0.3% |
| Value | Count | Frequency (%) |
| 7 | 11 | 0.3% |
| 6 | 5 | 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 25 | |
| 1 | 32 | |
| 0 | 1 | < 0.1% |
solar_energy_used_for_cooking
Categorical
High correlation Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 15.4% |
| Missing | 4050 |
| Missing (%) | 99.7% |
| Memory size | 192.5 KiB |
| 0.0 | |
|---|---|
| 7.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 7.0 |
| 3rd row | 7.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 10 | 0.2% |
| 7.0 | 3 | 0.1% |
| (Missing) | 4050 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 10 | |
| 7.0 | 3 | 23.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 23 | |
| . | 13 | |
| 7 | 3 | 7.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 39 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23 | |
| . | 13 | |
| 7 | 3 | 7.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 39 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23 | |
| . | 13 | |
| 7 | 3 | 7.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 39 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 23 | |
| . | 13 | |
| 7 | 3 | 7.7% |
solar_energy_used_for_outdoor_lighting
Categorical
High correlation Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 22.2% |
| Missing | 4054 |
| Missing (%) | 99.8% |
| Memory size | 192.5 KiB |
| 3.0 | |
|---|---|
| 6.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 11.1% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 3.0 |
| 4th row | 3.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 8 | 0.2% |
| 6.0 | 1 | < 0.1% |
| (Missing) | 4054 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 8 | |
| 6.0 | 1 | 11.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 9 | |
| 0 | 9 | |
| 3 | 8 | |
| 6 | 1 | 3.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 27 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 9 | |
| 0 | 9 | |
| 3 | 8 | |
| 6 | 1 | 3.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 27 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 9 | |
| 0 | 9 | |
| 3 | 8 | |
| 6 | 1 | 3.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 27 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 9 | |
| 0 | 9 | |
| 3 | 8 | |
| 6 | 1 | 3.7% |
solar_energy_used_for_car_charging
Categorical
High correlation Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 4060 |
| Missing (%) | 99.9% |
| Memory size | 192.5 KiB |
| 4.0 | |
|---|---|
| 6.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 33.3% |
Sample
| 1st row | 4.0 |
|---|---|
| 2nd row | 4.0 |
| 3rd row | 6.0 |
Common Values
| Value | Count | Frequency (%) |
| 4.0 | 2 | < 0.1% |
| 6.0 | 1 | < 0.1% |
| (Missing) | 4060 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4.0 | 2 | |
| 6.0 | 1 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 3 | |
| 0 | 3 | |
| 4 | 2 | |
| 6 | 1 | 11.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 3 | |
| 0 | 3 | |
| 4 | 2 | |
| 6 | 1 | 11.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 3 | |
| 0 | 3 | |
| 4 | 2 | |
| 6 | 1 | 11.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 3 | |
| 0 | 3 | |
| 4 | 2 | |
| 6 | 1 | 11.1% |
solar_energy_used_for_agricultural_systems
Categorical
Constant Missing
| Distinct | 1 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 4062 |
| Missing (%) | > 99.9% |
| Memory size | 192.5 KiB |
| 5.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 5.0 |
|---|
Common Values
| Value | Count | Frequency (%) |
| 5.0 | 1 | < 0.1% |
| (Missing) | 4062 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 5.0 | 1 |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 1 | |
| . | 1 | |
| 0 | 1 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 5 | 1 | |
| . | 1 | |
| 0 | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 5 | 1 | |
| . | 1 | |
| 0 | 1 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 5 | 1 | |
| . | 1 | |
| 0 | 1 |
solar_energy_used_for_all_above
Categorical
Constant Missing
| Distinct | 1 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 4062 |
| Missing (%) | > 99.9% |
| Memory size | 192.5 KiB |
| 6.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 6.0 |
|---|
Common Values
| Value | Count | Frequency (%) |
| 6.0 | 1 | < 0.1% |
| (Missing) | 4062 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 6.0 | 1 |
Most occurring characters
| Value | Count | Frequency (%) |
| 6 | 1 | |
| . | 1 | |
| 0 | 1 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 6 | 1 | |
| . | 1 | |
| 0 | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 6 | 1 | |
| . | 1 | |
| 0 | 1 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 6 | 1 | |
| . | 1 | |
| 0 | 1 |
solar_energy_used_for_other_purposes
Unsupported
Missing Rejected Unsupported
| Missing | 4063 |
|---|---|
| Missing (%) | 100.0% |
| Memory size | 192.5 KiB |
aware_of_no_of_units_generated_by_solar_system
Categorical
High correlation Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 3658 |
| Missing (%) | 90.0% |
| Memory size | 192.5 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 210 | 5.2% |
| 1.0 | 195 | 4.8% |
| (Missing) | 3658 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 210 | |
| 1.0 | 195 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 615 | |
| . | 405 | |
| 1 | 195 | 16.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1215 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 615 | |
| . | 405 | |
| 1 | 195 | 16.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1215 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 615 | |
| . | 405 | |
| 1 | 195 | 16.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1215 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 615 | |
| . | 405 | |
| 1 | 195 | 16.0% |
no_of_units_generated_by_solar_system
Real number (ℝ)
High correlation Missing
| Distinct | 102 |
|---|---|
| Distinct (%) | 52.3% |
| Missing | 3868 |
| Missing (%) | 95.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 445.34718 |
| Minimum | 0 |
|---|---|
| Maximum | 2500 |
| Zeros | 22 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 192.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 240 |
| median | 400 |
| Q3 | 600 |
| 95-th percentile | 1045 |
| Maximum | 2500 |
| Range | 2500 |
| Interquartile range (IQR) | 360 |
Descriptive statistics
| Standard deviation | 381.12807 |
|---|---|
| Coefficient of variation (CV) | 0.8557999 |
| Kurtosis | 8.4346225 |
| Mean | 445.34718 |
| Median Absolute Deviation (MAD) | 180 |
| Skewness | 2.3187772 |
| Sum | 86842.7 |
| Variance | 145258.61 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 22 | 0.5% |
| 600 | 14 | 0.3% |
| 500 | 9 | 0.2% |
| 450 | 8 | 0.2% |
| 400 | 8 | 0.2% |
| 300 | 8 | 0.2% |
| 550 | 6 | 0.1% |
| 350 | 4 | 0.1% |
| 650 | 3 | 0.1% |
| 275 | 3 | 0.1% |
| Other values (92) | 110 | 2.7% |
| (Missing) | 3868 |
| Value | Count | Frequency (%) |
| 0 | 22 | |
| 42 | 1 | < 0.1% |
| 43 | 1 | < 0.1% |
| 60 | 2 | < 0.1% |
| 75 | 2 | < 0.1% |
| 85 | 1 | < 0.1% |
| 90 | 1 | < 0.1% |
| 100 | 1 | < 0.1% |
| 102 | 1 | < 0.1% |
| 105 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2500 | 1 | < 0.1% |
| 2200 | 1 | < 0.1% |
| 2000 | 1 | < 0.1% |
| 1830 | 1 | < 0.1% |
| 1813 | 1 | < 0.1% |
| 1700 | 1 | < 0.1% |
| 1200 | 3 | |
| 1150 | 1 | < 0.1% |
| 1000 | 1 | < 0.1% |
| 900 | 3 |
when_was_solar_system_installed
Categorical
High correlation Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 3658 |
| Missing (%) | 90.0% |
| Memory size | 192.5 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 306 | 7.5% |
| 0.0 | 99 | 2.4% |
| (Missing) | 3658 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 306 | |
| 0.0 | 99 | 24.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 504 | |
| . | 405 | |
| 1 | 306 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1215 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 504 | |
| . | 405 | |
| 1 | 306 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1215 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 504 | |
| . | 405 | |
| 1 | 306 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1215 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 504 | |
| . | 405 | |
| 1 | 306 |
have_system_to_store_backup_energy
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 192.5 KiB |
| 0 | |
|---|---|
| 1 | 304 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3759 | |
| 1 | 304 | 7.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 3759 | |
| 1 | 304 | 7.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3759 | |
| 1 | 304 | 7.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 3759 | |
| 1 | 304 | 7.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 3759 | |
| 1 | 304 | 7.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 3759 | |
| 1 | 304 | 7.5% |
method_of_receiving_water
Real number (ℝ)
High correlation
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7740586 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 192.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 4 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.0727576 |
|---|---|
| Coefficient of variation (CV) | 0.28424509 |
| Kurtosis | 12.844193 |
| Mean | 3.7740586 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.16627555 |
| Sum | 15334 |
| Variance | 1.1508089 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 4 | 3448 | |
| 1 | 375 | 9.2% |
| 3 | 108 | 2.7% |
| 6 | 75 | 1.8% |
| 5 | 17 | 0.4% |
| 7 | 14 | 0.3% |
| 12 | 11 | 0.3% |
| 2 | 9 | 0.2% |
| 10 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 375 | 9.2% |
| 2 | 9 | 0.2% |
| 3 | 108 | 2.7% |
| 4 | 3448 | |
| 5 | 17 | 0.4% |
| 6 | 75 | 1.8% |
| 7 | 14 | 0.3% |
| 10 | 6 | 0.1% |
| 12 | 11 | 0.3% |
| Value | Count | Frequency (%) |
| 12 | 11 | 0.3% |
| 10 | 6 | 0.1% |
| 7 | 14 | 0.3% |
| 6 | 75 | 1.8% |
| 5 | 17 | 0.4% |
| 4 | 3448 | |
| 3 | 108 | 2.7% |
| 2 | 9 | 0.2% |
| 1 | 375 | 9.2% |
water_heating_method_for_bathing
Real number (ℝ)
High correlation Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5550086 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 507 |
| Zeros (%) | 12.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 192.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6 |
| median | 7 |
| Q3 | 7 |
| 95-th percentile | 7 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 2.4921075 |
|---|---|
| Coefficient of variation (CV) | 0.44862351 |
| Kurtosis | 0.68439304 |
| Mean | 5.5550086 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.5616836 |
| Sum | 22570 |
| Variance | 6.2105996 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 7 | 2457 | |
| 6 | 746 | 18.4% |
| 0 | 507 | 12.5% |
| 1 | 188 | 4.6% |
| 5 | 99 | 2.4% |
| 3 | 52 | 1.3% |
| 4 | 14 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 507 | 12.5% |
| 1 | 188 | 4.6% |
| 3 | 52 | 1.3% |
| 4 | 14 | 0.3% |
| 5 | 99 | 2.4% |
| 6 | 746 | 18.4% |
| 7 | 2457 |
| Value | Count | Frequency (%) |
| 7 | 2457 | |
| 6 | 746 | 18.4% |
| 5 | 99 | 2.4% |
| 4 | 14 | 0.3% |
| 3 | 52 | 1.3% |
| 1 | 188 | 4.6% |
| 0 | 507 | 12.5% |
does_water_heating_equipment_serve_other_housing_units
Categorical
High correlation Imbalance Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 3302 |
| Missing (%) | 81.3% |
| Memory size | 192.5 KiB |
| 0.0 | |
|---|---|
| 1.0 | 67 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 694 | 17.1% |
| 1.0 | 67 | 1.6% |
| (Missing) | 3302 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 694 | |
| 1.0 | 67 | 8.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1455 | |
| . | 761 | |
| 1 | 67 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2283 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1455 | |
| . | 761 | |
| 1 | 67 | 2.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2283 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1455 | |
| . | 761 | |
| 1 | 67 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2283 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1455 | |
| . | 761 | |
| 1 | 67 | 2.9% |
household_members_used_hot_water_last_week
Categorical
High correlation Missing
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2457 |
| Missing (%) | 60.5% |
| Memory size | 192.5 KiB |
| 1.0 | |
|---|---|
| 0.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 1014 | |
| 0.0 | 592 | 14.6% |
| (Missing) | 2457 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 1014 | |
| 0.0 | 592 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2198 | |
| . | 1606 | |
| 1 | 1014 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4818 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2198 | |
| . | 1606 | |
| 1 | 1014 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4818 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2198 | |
| . | 1606 | |
| 1 | 1014 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4818 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2198 | |
| . | 1606 | |
| 1 | 1014 |
boil_water_before_drinking
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 192.5 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2233 | |
| 1 | 1830 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 2233 | |
| 1 | 1830 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2233 | |
| 1 | 1830 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2233 | |
| 1 | 1830 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2233 | |
| 1 | 1830 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2233 | |
| 1 | 1830 |
source_of_energy_for_boiling_drinking_water
Real number (ℝ)
High correlation Missing
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 2233 |
| Missing (%) | 55.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7852459 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 192.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.2033763 |
|---|---|
| Coefficient of variation (CV) | 0.67406756 |
| Kurtosis | 3.3340123 |
| Mean | 1.7852459 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.680869 |
| Sum | 3267 |
| Variance | 1.4481146 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 1 | 1102 | |
| 2 | 382 | 9.4% |
| 4 | 305 | 7.5% |
| 3 | 24 | 0.6% |
| 5 | 10 | 0.2% |
| 9 | 5 | 0.1% |
| 6 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| (Missing) | 2233 |
| Value | Count | Frequency (%) |
| 1 | 1102 | |
| 2 | 382 | 9.4% |
| 3 | 24 | 0.6% |
| 4 | 305 | 7.5% |
| 5 | 10 | 0.2% |
| 6 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 9 | 5 | 0.1% |
| 8 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 5 | 10 | 0.2% |
| 4 | 305 | 7.5% |
| 3 | 24 | 0.6% |
| 2 | 382 | 9.4% |
| 1 | 1102 |
no_of_times_food_cooked_last_week
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 192.5 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 | |
| 5 | 52 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 4 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 2040 | |
| 2 | 1386 | |
| 4 | 355 | 8.7% |
| 1 | 230 | 5.7% |
| 5 | 52 | 1.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 2040 | |
| 2 | 1386 | |
| 4 | 355 | 8.7% |
| 1 | 230 | 5.7% |
| 5 | 52 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 2040 | |
| 2 | 1386 | |
| 4 | 355 | 8.7% |
| 1 | 230 | 5.7% |
| 5 | 52 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 2040 | |
| 2 | 1386 | |
| 4 | 355 | 8.7% |
| 1 | 230 | 5.7% |
| 5 | 52 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 2040 | |
| 2 | 1386 | |
| 4 | 355 | 8.7% |
| 1 | 230 | 5.7% |
| 5 | 52 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 2040 | |
| 2 | 1386 | |
| 4 | 355 | 8.7% |
| 1 | 230 | 5.7% |
| 5 | 52 | 1.3% |
gas_used_for_cooking
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 192.5 KiB |
| 1 | |
|---|---|
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 2 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 3564 | |
| 2 | 499 | 12.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 3564 | |
| 2 | 499 | 12.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 3564 | |
| 2 | 499 | 12.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 3564 | |
| 2 | 499 | 12.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 3564 | |
| 2 | 499 | 12.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 3564 | |
| 2 | 499 | 12.3% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 192.5 KiB |
| 2 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 2494 | |
| 1 | 1569 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 2494 | |
| 1 | 1569 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 2494 | |
| 1 | 1569 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 2494 | |
| 1 | 1569 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 2494 | |
| 1 | 1569 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 2494 | |
| 1 | 1569 |
electricity_generated_using_solar_energy_used_for_cooking
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 192.5 KiB |
| 2 | |
|---|---|
| 1 | 47 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 4016 | |
| 1 | 47 | 1.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 4016 | |
| 1 | 47 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 4016 | |
| 1 | 47 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4016 | |
| 1 | 47 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4016 | |
| 1 | 47 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4016 | |
| 1 | 47 | 1.2% |
firewood_used_for_cooking
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 192.5 KiB |
| 2 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 3052 | |
| 1 | 1011 | 24.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 3052 | |
| 1 | 1011 | 24.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 3052 | |
| 1 | 1011 | 24.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 3052 | |
| 1 | 1011 | 24.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 3052 | |
| 1 | 1011 | 24.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 3052 | |
| 1 | 1011 | 24.9% |
kerosene_used_for_cooking
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 192.5 KiB |
| 2 | |
|---|---|
| 1 | 59 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 4004 | |
| 1 | 59 | 1.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 4004 | |
| 1 | 59 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 4004 | |
| 1 | 59 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4004 | |
| 1 | 59 | 1.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4004 | |
| 1 | 59 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4004 | |
| 1 | 59 | 1.5% |
sawdust_or_paddy_husk_used_for_cooking
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 192.5 KiB |
| 2 | |
|---|---|
| 1 | 8 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 4055 | |
| 1 | 8 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 4055 | |
| 1 | 8 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 4055 | |
| 1 | 8 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4055 | |
| 1 | 8 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4055 | |
| 1 | 8 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4055 | |
| 1 | 8 | 0.2% |
biogas_used_for_cooking
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 192.5 KiB |
| 2 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 4063 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 4063 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 4063 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4063 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4063 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4063 |
coconut_shells_or_charcoal_used_for_cooking
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 192.5 KiB |
| 2 | |
|---|---|
| 1 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 4062 | |
| 1 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 4062 | |
| 1 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 4062 | |
| 1 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4062 | |
| 1 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4062 | |
| 1 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4062 | |
| 1 | 1 | < 0.1% |
other_methods_used_for_cooking
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 192.5 KiB |
| 2 | |
|---|---|
| 1 | 53 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 4010 | |
| 1 | 53 | 1.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 4010 | |
| 1 | 53 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 4010 | |
| 1 | 53 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4010 | |
| 1 | 53 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4010 | |
| 1 | 53 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4063 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 4010 | |
| 1 | 53 | 1.3% |
Interactions
Correlations
| aware_of_no_of_units_generated_by_solar_system | boil_water_before_drinking | coconut_shells_or_charcoal_used_for_cooking | does_water_heating_equipment_serve_other_housing_units | electricity_from_national_grid_used_for_cooking | electricity_generated_using_solar_energy_used_for_cooking | firewood_used_for_cooking | gas_used_for_cooking | generate_electicity_using_bio_energy | generate_electicity_using_mini_hydropower | generate_electicity_using_other_methods | generate_electicity_using_solar_energy | generate_electicity_using_wind_power | have_backup_generator | have_system_to_store_backup_energy | household_members_used_hot_water_last_week | kerosene_used_for_cooking | method_of_receiving_water | no_of_times_food_cooked_last_week | no_of_units_generated_by_solar_system | other_methods_used_for_cooking | sawdust_or_paddy_husk_used_for_cooking | solar_energy_used_for_car_charging | solar_energy_used_for_cooking | solar_energy_used_for_outdoor_lighting | solar_energy_used_for_water_heating | solar_system_invertor_or_noninvertor | solar_system_ongrid_or_offgird | source_of_energy_for_boiling_drinking_water | water_heating_method_for_bathing | when_was_solar_system_installed | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| aware_of_no_of_units_generated_by_solar_system | 1.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.141 | 0.067 | 0.069 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.081 | 0.094 | 0.035 | 0.000 | 0.137 | 1.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.267 | 0.264 | 0.284 | 0.100 | 0.071 | 0.000 |
| boil_water_before_drinking | 0.000 | 1.000 | 0.000 | 0.051 | 0.000 | 0.035 | 0.014 | 0.017 | 0.000 | 0.000 | 0.000 | 0.035 | 0.000 | 0.000 | 0.029 | 0.097 | 0.000 | 0.024 | 0.129 | 0.208 | 0.070 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.136 | 0.050 |
| coconut_shells_or_charcoal_used_for_cooking | 1.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 1.000 |
| does_water_heating_equipment_serve_other_housing_units | 0.000 | 0.051 | 1.000 | 1.000 | 0.048 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.044 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.047 | 0.000 |
| electricity_from_national_grid_used_for_cooking | 0.000 | 0.000 | 0.000 | 0.048 | 1.000 | 0.000 | 0.169 | 0.171 | 0.000 | 0.004 | 0.000 | 0.119 | 0.018 | 0.053 | 0.052 | 0.070 | 0.016 | 0.053 | 0.123 | 0.000 | 0.088 | 0.000 | 0.000 | 0.000 | 0.000 | 0.163 | 0.051 | 0.054 | 0.200 | 0.189 | 0.000 |
| electricity_generated_using_solar_energy_used_for_cooking | 0.141 | 0.035 | 0.000 | 0.000 | 0.000 | 1.000 | 0.041 | 0.021 | 0.000 | 0.000 | 0.000 | 0.244 | 0.000 | 0.042 | 0.113 | 0.059 | 0.000 | 0.039 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.394 | 0.096 | 0.000 | 0.399 | 0.203 | 0.000 |
| firewood_used_for_cooking | 0.067 | 0.014 | 0.000 | 0.002 | 0.169 | 0.041 | 1.000 | 0.444 | 0.000 | 0.000 | 0.014 | 0.175 | 0.000 | 0.070 | 0.103 | 0.107 | 0.000 | 0.171 | 0.090 | 0.000 | 0.051 | 0.042 | 1.000 | 0.000 | 0.000 | 0.000 | 0.043 | 0.000 | 0.621 | 0.243 | 0.040 |
| gas_used_for_cooking | 0.069 | 0.017 | 0.000 | 0.000 | 0.171 | 0.021 | 0.444 | 1.000 | 0.024 | 0.000 | 0.005 | 0.066 | 0.000 | 0.030 | 0.048 | 0.070 | 0.139 | 0.105 | 0.168 | 0.000 | 0.290 | 0.040 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.553 | 0.127 | 0.000 |
| generate_electicity_using_bio_energy | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.024 | 1.000 | 0.031 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 0.039 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.000 |
| generate_electicity_using_mini_hydropower | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.031 | 1.000 | 0.000 | 0.000 | 0.051 | 0.040 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.189 | 0.056 | 0.000 |
| generate_electicity_using_other_methods | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.005 | 0.017 | 0.000 | 1.000 | 0.000 | 0.000 | 0.022 | 0.066 | 0.000 | 0.000 | 0.000 | 0.032 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.157 | 0.078 | 0.000 |
| generate_electicity_using_solar_energy | 1.000 | 0.035 | 0.000 | 0.000 | 0.119 | 0.244 | 0.175 | 0.066 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.251 | 0.247 | 0.210 | 0.005 | 0.032 | 0.060 | 1.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.345 | 0.573 | 1.000 |
| generate_electicity_using_wind_power | 0.000 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.051 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.028 | 1.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| have_backup_generator | 0.000 | 0.000 | 0.000 | 0.000 | 0.053 | 0.042 | 0.070 | 0.030 | 0.000 | 0.040 | 0.022 | 0.251 | 0.000 | 1.000 | 0.090 | 0.053 | 0.000 | 0.052 | 0.057 | 0.077 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.070 | 0.073 | 0.127 | 0.183 | 0.094 |
| have_system_to_store_backup_energy | 0.081 | 0.029 | 0.000 | 0.000 | 0.052 | 0.113 | 0.103 | 0.048 | 0.000 | 0.011 | 0.066 | 0.247 | 0.000 | 0.090 | 1.000 | 0.084 | 0.000 | 0.008 | 0.022 | 0.124 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.385 | 0.173 | 0.000 | 0.163 | 0.198 | 0.000 |
| household_members_used_hot_water_last_week | 0.094 | 0.097 | 1.000 | 0.044 | 0.070 | 0.059 | 0.107 | 0.070 | 0.019 | 0.000 | 0.000 | 0.210 | 0.029 | 0.053 | 0.084 | 1.000 | 0.000 | 0.103 | 0.047 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.218 | 0.185 | 0.000 | 0.149 | 0.093 | 0.333 | 0.000 |
| kerosene_used_for_cooking | 0.035 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.139 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.025 | 0.012 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.419 | 0.033 | 0.013 |
| method_of_receiving_water | 0.000 | 0.024 | 0.000 | 0.000 | 0.053 | 0.039 | 0.171 | 0.105 | 0.000 | 0.000 | 0.000 | 0.032 | 0.000 | 0.052 | 0.008 | 0.103 | 0.025 | 1.000 | 0.033 | -0.006 | 0.095 | 0.000 | 1.000 | 1.000 | 1.000 | 0.041 | 0.000 | 0.000 | -0.073 | 0.035 | 0.053 |
| no_of_times_food_cooked_last_week | 0.137 | 0.129 | 0.000 | 0.029 | 0.123 | 0.000 | 0.090 | 0.168 | 0.039 | 0.000 | 0.032 | 0.060 | 0.028 | 0.057 | 0.022 | 0.047 | 0.012 | 0.033 | 1.000 | 0.041 | 0.440 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.084 | 0.047 | 0.057 | 0.031 |
| no_of_units_generated_by_solar_system | 1.000 | 0.208 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 1.000 | 1.000 | 0.077 | 0.124 | 0.000 | 0.000 | -0.006 | 0.041 | 1.000 | 0.256 | 1.000 | 1.000 | 0.000 | 1.000 | 0.325 | 0.000 | 0.150 | 0.267 | 0.017 | 0.000 |
| other_methods_used_for_cooking | 0.000 | 0.070 | 0.000 | 0.000 | 0.088 | 0.000 | 0.051 | 0.290 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.095 | 0.440 | 0.256 | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.075 | 0.000 | 0.000 | 0.044 | 0.000 |
| sawdust_or_paddy_husk_used_for_cooking | 1.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.042 | 0.040 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.577 | 0.007 | 1.000 |
| solar_energy_used_for_car_charging | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 |
| solar_energy_used_for_cooking | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.953 | 0.000 | 1.000 | 0.000 | 0.531 | 0.000 |
| solar_energy_used_for_outdoor_lighting | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.218 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 1.000 | 0.000 | 0.756 | 0.000 |
| solar_energy_used_for_water_heating | 0.267 | 0.000 | 1.000 | 0.000 | 0.163 | 0.394 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.385 | 0.185 | 1.000 | 0.041 | 0.000 | 0.325 | 0.000 | 1.000 | 1.000 | 0.953 | 1.000 | 1.000 | 0.291 | 1.000 | 0.118 | 0.191 | 0.319 |
| solar_system_invertor_or_noninvertor | 0.264 | 0.000 | 1.000 | 0.000 | 0.051 | 0.096 | 0.043 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.070 | 0.173 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.075 | 1.000 | 1.000 | 0.000 | 0.000 | 0.291 | 1.000 | 0.272 | 0.000 | 0.157 | 0.000 |
| solar_system_ongrid_or_offgird | 0.284 | 0.000 | 1.000 | 0.000 | 0.054 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.073 | 0.000 | 0.149 | 0.000 | 0.000 | 0.084 | 0.150 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.272 | 1.000 | 0.231 | 0.191 | 0.077 |
| source_of_energy_for_boiling_drinking_water | 0.100 | 1.000 | 1.000 | 0.000 | 0.200 | 0.399 | 0.621 | 0.553 | 0.000 | 0.189 | 0.157 | 0.345 | 0.000 | 0.127 | 0.163 | 0.093 | 0.419 | -0.073 | 0.047 | 0.267 | 0.000 | 0.577 | 1.000 | 0.000 | 0.000 | 0.118 | 0.000 | 0.231 | 1.000 | -0.038 | 0.160 |
| water_heating_method_for_bathing | 0.071 | 0.136 | 0.000 | 0.047 | 0.189 | 0.203 | 0.243 | 0.127 | 0.012 | 0.056 | 0.078 | 0.573 | 0.000 | 0.183 | 0.198 | 0.333 | 0.033 | 0.035 | 0.057 | 0.017 | 0.044 | 0.007 | 1.000 | 0.531 | 0.756 | 0.191 | 0.157 | 0.191 | -0.038 | 1.000 | 0.235 |
| when_was_solar_system_installed | 0.000 | 0.050 | 1.000 | 0.000 | 0.000 | 0.000 | 0.040 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.094 | 0.000 | 0.000 | 0.013 | 0.053 | 0.031 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.319 | 0.000 | 0.077 | 0.160 | 0.235 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| have_backup_generator | generate_electicity_using_solar_energy | generate_electicity_using_bio_energy | generate_electicity_using_mini_hydropower | generate_electicity_using_wind_power | generate_electicity_using_other_methods | solar_system_ongrid_or_offgird | solar_system_invertor_or_noninvertor | solar_energy_used_for_water_heating | solar_energy_used_for_cooking | solar_energy_used_for_outdoor_lighting | solar_energy_used_for_car_charging | solar_energy_used_for_agricultural_systems | solar_energy_used_for_all_above | solar_energy_used_for_other_purposes | aware_of_no_of_units_generated_by_solar_system | no_of_units_generated_by_solar_system | when_was_solar_system_installed | have_system_to_store_backup_energy | method_of_receiving_water | water_heating_method_for_bathing | does_water_heating_equipment_serve_other_housing_units | household_members_used_hot_water_last_week | boil_water_before_drinking | source_of_energy_for_boiling_drinking_water | no_of_times_food_cooked_last_week | gas_used_for_cooking | electricity_from_national_grid_used_for_cooking | electricity_generated_using_solar_energy_used_for_cooking | firewood_used_for_cooking | kerosene_used_for_cooking | sawdust_or_paddy_husk_used_for_cooking | biogas_used_for_cooking | coconut_shells_or_charcoal_used_for_cooking | other_methods_used_for_cooking | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| household_ID | |||||||||||||||||||||||||||||||||||
| ID0001 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | NaN | NaN | NaN | 0 | 4 | 6 | NaN | 0.0 | 1 | 4.0 | 2 | 1 | 1 | 2 | 1 | 2 | 2 | 2 | 2 | 2 |
| ID0002 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | NaN | NaN | NaN | 0 | 4 | 7 | NaN | NaN | 0 | NaN | 4 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
| ID0003 | 2 | 1 | 2 | 2 | 2 | 2 | 1.0 | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | None | 1.0 | 1200.0 | 1.0 | 1 | 4 | 0 | 0.0 | 1.0 | 1 | 2.0 | 3 | 2 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
| ID0004 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | NaN | NaN | NaN | 0 | 4 | 6 | NaN | 0.0 | 1 | 1.0 | 3 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
| ID0005 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | NaN | NaN | NaN | 0 | 6 | 7 | NaN | NaN | 1 | 2.0 | 2 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
| ID0006 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | NaN | NaN | NaN | 0 | 4 | 7 | NaN | NaN | 0 | NaN | 5 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
| ID0007 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | NaN | NaN | NaN | 0 | 4 | 7 | NaN | NaN | 1 | 2.0 | 3 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
| ID0008 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | NaN | NaN | NaN | 0 | 4 | 5 | NaN | 0.0 | 1 | 2.0 | 5 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
| ID0009 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | NaN | NaN | NaN | 0 | 4 | 6 | NaN | 0.0 | 1 | 4.0 | 3 | 2 | 2 | 2 | 1 | 2 | 2 | 2 | 2 | 2 |
| ID0010 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | NaN | NaN | NaN | 0 | 4 | 7 | NaN | NaN | 1 | 4.0 | 3 | 2 | 1 | 2 | 1 | 2 | 2 | 2 | 2 | 2 |
| have_backup_generator | generate_electicity_using_solar_energy | generate_electicity_using_bio_energy | generate_electicity_using_mini_hydropower | generate_electicity_using_wind_power | generate_electicity_using_other_methods | solar_system_ongrid_or_offgird | solar_system_invertor_or_noninvertor | solar_energy_used_for_water_heating | solar_energy_used_for_cooking | solar_energy_used_for_outdoor_lighting | solar_energy_used_for_car_charging | solar_energy_used_for_agricultural_systems | solar_energy_used_for_all_above | solar_energy_used_for_other_purposes | aware_of_no_of_units_generated_by_solar_system | no_of_units_generated_by_solar_system | when_was_solar_system_installed | have_system_to_store_backup_energy | method_of_receiving_water | water_heating_method_for_bathing | does_water_heating_equipment_serve_other_housing_units | household_members_used_hot_water_last_week | boil_water_before_drinking | source_of_energy_for_boiling_drinking_water | no_of_times_food_cooked_last_week | gas_used_for_cooking | electricity_from_national_grid_used_for_cooking | electricity_generated_using_solar_energy_used_for_cooking | firewood_used_for_cooking | kerosene_used_for_cooking | sawdust_or_paddy_husk_used_for_cooking | biogas_used_for_cooking | coconut_shells_or_charcoal_used_for_cooking | other_methods_used_for_cooking | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| household_ID | |||||||||||||||||||||||||||||||||||
| ID4054 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | NaN | NaN | NaN | 0 | 4 | 7 | NaN | NaN | 1 | 1.0 | 3 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
| ID4055 | 2 | 1 | 2 | 2 | 2 | 2 | 1.0 | 1.0 | NaN | NaN | NaN | NaN | NaN | NaN | None | 1.0 | 100.0 | 1.0 | 0 | 4 | 1 | 0.0 | 1.0 | 1 | 1.0 | 2 | 1 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 |
| ID4056 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | NaN | NaN | NaN | 0 | 4 | 6 | NaN | 0.0 | 0 | NaN | 3 | 1 | 2 | 2 | 1 | 2 | 2 | 2 | 2 | 2 |
| ID4057 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | NaN | NaN | NaN | 0 | 4 | 7 | NaN | NaN | 0 | NaN | 3 | 2 | 2 | 2 | 1 | 2 | 2 | 2 | 2 | 2 |
| ID4058 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | NaN | NaN | NaN | 1 | 4 | 6 | NaN | 0.0 | 1 | 4.0 | 3 | 1 | 2 | 2 | 1 | 2 | 2 | 2 | 2 | 2 |
| ID4059 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | NaN | NaN | NaN | 0 | 4 | 6 | NaN | 1.0 | 1 | 1.0 | 4 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
| ID4060 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | NaN | NaN | NaN | 0 | 12 | 7 | NaN | NaN | 1 | 4.0 | 2 | 2 | 2 | 2 | 1 | 2 | 2 | 2 | 2 | 2 |
| ID4061 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | NaN | NaN | NaN | 0 | 4 | 7 | NaN | NaN | 0 | NaN | 2 | 2 | 2 | 2 | 2 | 1 | 2 | 2 | 2 | 2 |
| ID4062 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | NaN | NaN | NaN | 0 | 4 | 6 | NaN | 0.0 | 1 | 1.0 | 2 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
| ID4063 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | None | NaN | NaN | NaN | 0 | 4 | 7 | NaN | NaN | 1 | 1.0 | 2 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
Duplicate rows
Most frequently occurring
| have_backup_generator | generate_electicity_using_solar_energy | generate_electicity_using_bio_energy | generate_electicity_using_mini_hydropower | generate_electicity_using_wind_power | generate_electicity_using_other_methods | solar_system_ongrid_or_offgird | solar_system_invertor_or_noninvertor | solar_energy_used_for_water_heating | solar_energy_used_for_cooking | solar_energy_used_for_outdoor_lighting | solar_energy_used_for_car_charging | solar_energy_used_for_agricultural_systems | solar_energy_used_for_all_above | aware_of_no_of_units_generated_by_solar_system | no_of_units_generated_by_solar_system | when_was_solar_system_installed | have_system_to_store_backup_energy | method_of_receiving_water | water_heating_method_for_bathing | does_water_heating_equipment_serve_other_housing_units | household_members_used_hot_water_last_week | boil_water_before_drinking | source_of_energy_for_boiling_drinking_water | no_of_times_food_cooked_last_week | gas_used_for_cooking | electricity_from_national_grid_used_for_cooking | electricity_generated_using_solar_energy_used_for_cooking | firewood_used_for_cooking | kerosene_used_for_cooking | sawdust_or_paddy_husk_used_for_cooking | biogas_used_for_cooking | coconut_shells_or_charcoal_used_for_cooking | other_methods_used_for_cooking | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 235 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 4 | 7 | NaN | NaN | 0 | NaN | 3 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 221 |
| 226 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 4 | 7 | NaN | NaN | 0 | NaN | 2 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 216 |
| 257 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 4 | 7 | NaN | NaN | 1 | 1.0 | 3 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 150 |
| 233 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 4 | 7 | NaN | NaN | 0 | NaN | 3 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 149 |
| 223 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 4 | 7 | NaN | NaN | 0 | NaN | 2 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 111 |
| 253 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 4 | 7 | NaN | NaN | 1 | 1.0 | 2 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 83 |
| 255 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 4 | 7 | NaN | NaN | 1 | 1.0 | 3 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 72 |
| 234 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 4 | 7 | NaN | NaN | 0 | NaN | 3 | 1 | 2 | 2 | 1 | 2 | 2 | 2 | 2 | 2 | 64 |
| 251 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 4 | 7 | NaN | NaN | 1 | 1.0 | 2 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 57 |
| 218 | 2 | 2 | 2 | 2 | 2 | 2 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 4 | 7 | NaN | NaN | 0 | NaN | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 56 |